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Gene expression changes in conjunctival cells associated with contact lens wear and discomfort 与隐形眼镜佩戴和不适有关的结膜细胞基因表达变化。
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2024-01-01 DOI: 10.1016/j.jtos.2023.12.004
Andrés Ángel Calderón-García , Laura Valencia-Nieto , Cristina Valencia-Sandonis , Alberto López-de la Rosa , Marta Blanco-Vazquez , Itziar Fernández , Carmen García-Vázquez , Cristina Arroyo-del Arroyo , María J. González-García , Amalia Enríquez-de-Salamanca

Purpose

This study aimed to analyze the differences in the expression of pain-related genes in conjunctival epithelial cells among symptomatic contact lens (CL) wearers (SCLWs), asymptomatic CL wearers (ACLWs), and non-CL wearers (non-CLWs).

Methods

For this study, 60 participants (20 non-CLWs, 40 CLWs) were enrolled. The CLW group comprised 20 ACLWs and 20 SCLWs according to the Contact Lens Dry Eye Questionnaire short form©. Conjunctival cells were collected using impression cytology, and RNA was isolated and used to determine the expression levels of 85 human genes involved in neuropathic and inflammatory pain. The effects of CL wear and discomfort were evaluated using mixed-effects ANOVA with partially nested fixed-effects model. Gene set enrichment analysis was performed to assign biological meaning to sets of differentially expressed genes.

Results

Six genes (CD200, EDN1, GRIN1, PTGS1, P2RX7, and TNF) were significantly upregulated in CLWs compared to non-CLWs. Eleven genes (ADORA1, BDKRB1, CACNA1B, DBH, GRIN1, GRM1, HTR1A, PDYN, PTGS1, P2RX3, and TNF) were downregulated in SCLWs compared to ACLWs. These genes were mainly related to pain, synaptic transmission and signaling, ion transport, calcium transport and concentration, and cell-cell signaling.

Conclusions

CL wear modified the expression of pain- and inflammation-related genes in conjunctival epithelial cells. These changes may be in part, along with other mechanisms, responsible for CL discomfort in SCLWs.

目的:本研究旨在分析有症状隐形眼镜佩戴者(SCLWs)、无症状隐形眼镜佩戴者(ACLWs)和非隐形眼镜佩戴者(non-CLWs)结膜上皮细胞中疼痛相关基因表达的差异:本研究共招募了 60 名参与者(20 名非 CLW,40 名 CLW)。根据隐形眼镜干眼症问卷简表,隐形眼镜干眼症组包括 20 名 ACLWs 和 20 名 SCLWs。采用印模细胞学方法收集结膜细胞,并分离 RNA,用于测定涉及神经性和炎症性疼痛的 85 个人类基因的表达水平。采用混合效应方差分析和部分嵌套固定效应模型评估了CL磨损和不适的影响。进行了基因组富集分析,以确定差异表达基因组的生物学意义:结果:CLWs 中有六个基因(CD200、EDN1、GRIN1、PTGS1、P2RX7 和 TNF)比非 CLWs 中的基因明显上调。与 ACLW 相比,11 个基因(ADORA1、BDKRB1、CACNA1B、DBH、GRIN1、GRM1、HTR1A、PDYN、PTGS1、P2RX3 和 TNF)在 SCLW 中下调。这些基因主要与疼痛、突触传递和信号传导、离子转运、钙转运和浓度以及细胞-细胞信号传导有关:结论:CL磨损改变了结膜上皮细胞中疼痛和炎症相关基因的表达。这些变化和其他机制可能是造成SCLW佩戴CL后不适的部分原因。
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引用次数: 0
Ocular surface changes in mice with streptozotocin-induced diabetes and diabetic polyneuropathy 链脲佐菌素诱发糖尿病和糖尿病多发性神经病变小鼠眼表的变化
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2024-01-01 DOI: 10.1016/j.jtos.2023.12.006
Martin Schicht , Jessica Farger , Saskia Wedel , Marco Sisignano , Klaus Scholich , Gerd Geisslinger , Natarajan Perumal , Franz H. Grus , Swati Singh , Afsun Sahin , Friedrich Paulsen , Elke Lütjen-Drecoll

Purpose

Diabetes mellitus (DM) is a leading risk factor for corneal neuropathy and dry eye disease (DED). Another common consequence of DM is diabetic peripheral polyneuropathy (DPN). Both complications affect around 50 % of the DM patients but the relationship between DM, DED and DPN remains unclear.

Methods

In this study, we examined mice with early onset of DM and PN after streptozotocin (STZ)-induced diabetes (DPN). We compared the early morphological changes of the sciatic nerve, dorsal root and trigeminal ganglia with the changes in the ocular surface, including tear proteomic and we also investigated respective changes in the gene expressions and morphological alterations in the eye tissues involved in tear production.

Results

The lacrimal gland, conjunctival goblet cells and cornea showed morphological changes along with alterations in tear proteins without any obvious signs of ocular surface inflammation. The gene expression for respectively altered tear proteins i.e., of Clusterin in cornea, Car6, Adh3a1, and Eef1a1 in eyelids, and Pigr in the lacrimal gland also showed significant changes compared to control mice. In the trigeminal ganglia like in the dorsal root ganglia neuronal cells showed swollen mitochondria and, in the latter, there was a significant increase of NADPH oxidases and MMP9 suggestive of oxidative and neuronal stress. In the dorsal root ganglia and the sciatic nerve, there was an upregulation of a number of pro-inflammatory cytokines and pain-mediating chemokines.

Conclusion

The early ocular changes in DM Mice only affect the lacrimal gland. Which, is reflected in the tear film composition of DPN mice. Due to the high protein concentration in tear fluid in humans, proteomic analysis in addition to noninvasive investigation of goblet cells and cornea can serve as a tools for the early diagnosis of DPN, DED in clinical practice. Early treatment could delay or even prevent the ocular complications of DM such as DED and PN.

目的糖尿病(DM)是角膜神经病变和干眼症(DED)的主要危险因素。糖尿病的另一个常见后果是糖尿病周围多发性神经病变(DPN)。这两种并发症影响了约 50% 的 DM 患者,但 DM、DED 和 DPN 之间的关系仍不清楚。方法在这项研究中,我们观察了链脲佐菌素(STZ)诱导糖尿病(DPN)后早期发病的 DM 和 PN 小鼠。我们将坐骨神经、背根和三叉神经节的早期形态学变化与眼表的变化(包括泪液蛋白组)进行了比较,并研究了参与泪液生成的眼部组织的基因表达和形态学变化。与对照组小鼠相比,泪液蛋白改变的基因表达,即角膜中的 Clusterin、眼睑中的 Car6、Adh3a1 和 Eef1a1 以及泪腺中的 Pigr 也发生了显著变化。三叉神经节和背根神经节的神经细胞一样,线粒体肿胀,后者的 NADPH 氧化酶和 MMP9 显著增加,表明存在氧化和神经元应激反应。在背根神经节和坐骨神经中,一些促炎细胞因子和介导疼痛的趋化因子上调。DPN小鼠的泪膜成分反映了这一点。由于人类泪液中蛋白质浓度较高,蛋白质组分析以及对腺泡细胞和角膜的无创检查可作为临床实践中早期诊断 DPN 和 DED 的工具。早期治疗可以延缓甚至预防DM的眼部并发症,如DED和PN。
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引用次数: 0
Endogenous TSG-6 modulates corneal inflammation following chemical injury 内源性 TSG-6 可调节化学损伤后的角膜炎症
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-12-25 DOI: 10.1016/j.jtos.2023.12.007
Sudhir Verma , Isabel Y. Moreno , Cassio Prinholato da Silva , Mingxia Sun , Xuhong Cheng , Tarsis F. Gesteira , Vivien J. Coulson- Thomas

Purpose

Tumor necrosis factor (TNF)-stimulated gene-6 (TSG-6) is upregulated in various pathophysiological contexts, where it has a diverse repertoire of immunoregulatory functions. Herein, we investigated the expression and function of TSG-6 during corneal homeostasis and after injury.

Methods

Human corneas, eyeballs from BALB/c (TSG-6+/+), TSG-6+/ and TSG-6−/− mice, human immortalized corneal epithelial cells and murine corneal epithelial progenitor cells were prepared for immunostaining and real time PCR analysis of endogenous expression of TSG-6. Mice were subjected to unilateral corneal debridement or alkali burn (AB) injuries and wound healing assessed over time using fluorescein stain, in vivo confocal microscopy and histology.

Results

TSG-6 is endogenously expressed in the human and mouse cornea and established corneal epithelial cell lines and is upregulated after injury. A loss of TSG-6 has no structural and functional effect in the cornea during homeostasis. No differences were noted in the rate of corneal epithelial wound closure between BALB/c, TSG-6+/ and TSG-6−/− mice. TSG-6−/− mice presented decreased inflammatory response within the first 24 h of injury and accelerated corneal wound healing following AB when compared to control mice.

Conclusion

TSG-6 is endogenously expressed in the cornea and upregulated after injury where it propagates the inflammatory response following chemical injury.

目的肿瘤坏死因子(TNF)刺激基因-6(TSG-6)在各种病理生理环境中上调,具有多种免疫调节功能。方法制备人角膜、BALB/c(TSG-6+/+)、TSG-6-/+ 和 TSG-6-/- 小鼠眼球、人永生化角膜上皮细胞和小鼠角膜上皮祖细胞,对 TSG-6 的内源性表达进行免疫染色和实时 PCR 分析。结果TSG-6在人和小鼠角膜及已建立的角膜上皮细胞系中内源性表达,并在损伤后上调。在角膜平衡状态下,TSG-6 的缺失对角膜的结构和功能没有影响。BALB/c 小鼠、TSG-6-/+ 小鼠和 TSG-6-/- 小鼠的角膜上皮伤口闭合率没有差异。与对照组小鼠相比,TSG-6-/-小鼠在受伤后 24 小时内的炎症反应减弱,AB 后角膜伤口愈合加快。
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引用次数: 0
A PEDF peptide mimetic effectively relieves dry eye in a diabetic murine model by restoring corneal nerve, barrier, and lacrimal gland function 一种 PEDF 肽模拟物通过恢复角膜神经、屏障和泪腺功能,有效缓解糖尿病小鼠模型的干眼症
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-12-14 DOI: 10.1016/j.jtos.2023.12.002
Shuangping Chen , Colin James Barnstable , Xiaomin Zhang , Xiaorong Li , Shaozhen Zhao , Joyce Tombran-Tink

Purpose

The study investigated effectiveness of a novel PEDF peptide mimetic to alleviate dry eye-like pathologies in a Type I diabetic mouse model established using streptozotocin.

Methods

Mice were treated topically for 3–6 weeks with Ppx (a 17-mer PEDF mimetic) 2x/day or vehicle. Corneal sensitivity, tear film, epithelial and endothelial injury were measured using Cochet-Bonnet esthesiometer, phenol red cotton thread wetting, fluorescein sodium staining, and ZO1 expression, respectively. Inflammatory and parasympathetic nerve markers and activation of the MAPK/JNK pathways in the lacrimal glands were measured.

Results

Diabetic mice exhibited features of dry eye including reduced corneal sensation and tear secretion and increased corneal epithelium injury, nerve degeneration, and edema. Ppx reversed these pathologies and restored ZO1 expression and morphological integrity of the endothelium. Upregulation of IL-1β and TNFα, increased activation of P-38, JNK, and ERK, and higher levels of M3ACHR in diabetic lacrimal glands were also reversed by the peptide treatment.

Conclusion

The study demonstrates that topical application of a synthetic PEDF mimetic effectively alleviates diabetes-induced dry eye by restoring corneal sensitivity, tear secretion, and endothelial barrier and lacrimal gland function. These findings have significant implications for the potential treatment of dry eye using a cost-effective and reproducible approach with minimal invasiveness and no obvious side effects.

目的 本研究探讨了一种新型 PEDF 肽模拟物在使用链脲佐菌素建立的 I 型糖尿病小鼠模型中缓解干眼症样病变的有效性。使用 Cochet-Bonnet 眼压计、酚红棉线润湿、荧光素钠染色和 ZO1 表达分别测量角膜敏感性、泪膜、上皮和内皮损伤。结果糖尿病小鼠表现出干眼症的特征,包括角膜感觉和泪液分泌减少、角膜上皮损伤加重、神经变性和水肿。Ppx 逆转了这些病理现象,并恢复了 ZO1 的表达和角膜内皮的形态完整性。多肽治疗还逆转了糖尿病泪腺中 IL-1β 和 TNFα 的上调、P-38、JNK 和 ERK 的活化增加以及 M3ACHR 水平的升高。这些发现对于采用一种具有成本效益、可重复、微创且无明显副作用的方法治疗干眼症具有重要意义。
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引用次数: 0
Dry eye disease in the young: A narrative review 青年人干眼病:一项叙述性回顾
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-12-07 DOI: 10.1016/j.jtos.2023.12.001
Fiona Stapleton , Federico G. Velez , Charis Lau , James S. Wolffsohn

Dry eye disease (DED), a multifactorial ocular disease that significantly impacts quality of life, is most commonly reported in adults. This review describes the prevalence, risk factors, diagnosis and management of DED in children. A literature search, conducted from January 2000–December 2022, identified 54 relevant publications. Using similar diagnostic criteria to those reported in adults, namely standardized questionnaires and evaluation of tear film homeostatic signs, the prevalence of DED in children ranged from 5.5% to 23.1 %. There was limited evidence for the influence of ethnicity in children, however some studies reported an effect of sex in older children. Factors independently associated with DED included digital device use, duration of digital device use, outdoor time and urban living, Rates of DED were higher in children with ocular allergy and underlying systemic diseases. Compared with similar studies in adults, the prevalence of a prior DED diagnosis or a diagnosis based on signs and symptoms was lower in children, but symptoms were commonly reported. Treatment options were similar to those in adults, including lifestyle modifications, blinking, management of lid disease and unpreserved lubricants in mild disease with escalating treatment with severity. Management requires careful exploration of symptoms, medical history and the diagnosis and management of ocular comorbidities such as allergy and anterior blepharitis. Appropriately powered population-based studies are required to understand the prevalence of and risk factors for DED in children. Development of age-appropriate thresholds for signs and symptoms of DED would support better diagnosis of disease and understanding of natural history.

干眼病(DED)是一种显著影响生活质量的多因素眼部疾病,最常见于成人。本文综述了儿童DED的患病率、危险因素、诊断和治疗。从2000年1月至2022年12月进行的文献检索确定了54份相关出版物。采用与成人相似的诊断标准,即标准化问卷调查和评估泪膜稳态症状,儿童DED的患病率范围为5.5%至23.1% %。种族对儿童影响的证据有限,但一些研究报告了性别对年龄较大的儿童的影响。与数字设备使用、数字设备使用时间、户外时间和城市生活独立相关的因素包括数字设备使用、数字设备使用时间、户外时间和城市生活。有眼部过敏和潜在全身性疾病的儿童DED的发生率较高。与成人的类似研究相比,先前诊断为DED或基于体征和症状诊断的患病率在儿童中较低,但症状通常被报道。治疗方案与成人相似,包括生活方式改变,眨眼,眼睑疾病管理和轻度疾病的未保存润滑剂,随着严重程度的增加治疗逐步升级。管理需要仔细探索症状,病史和眼部合并症的诊断和管理,如过敏和前睑炎。需要适当的基于人群的研究来了解儿童DED的患病率和危险因素。为DED的体征和症状制定与年龄相适应的阈值将有助于更好地诊断疾病和了解自然史。
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引用次数: 0
Allogeneic mesenchymal stem cell therapy for dry eye disease in patients with Sjögren's syndrome: A randomized clinical trial 同种异体间充质干细胞治疗Sjögren综合征患者干眼病:一项随机临床试验
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-12-02 DOI: 10.1016/j.jtos.2023.11.007
Michael Møller-Hansen , Ann-Cathrine Larsen , Anne K. Wiencke , Lene Terslev , Volkert Siersma , Tobias T. Andersen , Adam E. Hansen , Helle Bruunsgaard , Mandana Haack-Sørensen , Annette Ekblond , Jens Kastrup , Tor P. Utheim , Steffen Heegaard

Purpose

This double-blinded randomized clinical trial aimed to evaluate the efficacy of injecting allogeneic adipose-derived mesenchymal stem cells (ASCs) into the lacrimal gland (LG) for the treatment of dry eye disease (DED) secondary to Sjögren's syndrome (SS).

Methods

Fifty-four participants with severe DED secondary to SS were included and allocated to either ASCs (n = 20), vehicle (n = 20), or a non-randomized observation group (n = 14). The intervention groups received a single injection of either ASCs or an active comparator (vehicle, Cryostor® CS10) into the LG in one eye, while the observation group received lubricating eye drops only. The primary outcome measure was changes in Ocular Surface Disease Index (OSDI) score and secondary outcome measures were non-invasive tear break-up time, tear meniscus height, Schirmer's test, and Oxford score within a 12-month follow-up.

Results

A significant reduction in OSDI score was observed in the ASCs and vehicle groups compared to the observation group. In addition, the ASCs group demonstrated a significant increase in non-invasive tear break-up time compared to the vehicle group at the 4-week follow-up and to the observation group at the 12-month follow-up. A significant improvement in ocular surface staining, tear osmolarity, and Schirmer test score from baseline was also observed in the ASCs group; however, these changes were not significant compared to the other groups.

Conclusion

Improvement of subjective and objective signs and symptoms of DED was observed in both intervention groups following injection into the LG compared to the observation group. Future studies should investigate the mode-of-action of both injection treatments.

目的:本双盲随机临床试验旨在评估向泪腺(LG)注射异体脂肪源性间充质干细胞(ASCs)治疗Sjögren综合征(SS)继发干眼病(DED)的疗效。方法:纳入54例重度继发于SS的DED患者,并将其分为ASCs组(n = 20)、载药组(n = 20)和非随机观察组(n = 14)。干预组在一只眼睛的LG中单次注射ASCs或活性比较物(对照物,Cryostor®CS10),而观察组只注射润滑滴眼液。主要结局指标是眼表疾病指数(OSDI)评分的变化,次要结局指标是12个月随访期间无创泪液破裂时间、泪液半月板高度、Schirmer试验和牛津评分。结果:与观察组相比,ASCs组和载药组的OSDI评分明显降低。此外,ASCs组在随访4周和随访12个月时的非侵入性泪液破裂时间均显著高于载体组。ASCs组的眼表染色、泪液渗透压和Schirmer测试评分也较基线有显著改善;然而,与其他组相比,这些变化并不显著。结论:与观察组相比,两组干预组注射LG后DED的主客观体征和症状均有改善。未来的研究应探讨这两种注射治疗的作用方式。
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引用次数: 0
Pipeline: Ocular biostatistics: Which is better: One or two? 眼部生物统计学:哪个更好:一个还是两个?
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-11-22 DOI: 10.1016/j.jtos.2023.11.006
Gary D. Novack
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引用次数: 0
Retinol palmitate in management of chronic Steven-Johnson Syndrome with ocular surface keratinization 棕榈酸视黄醇治疗伴有眼表角质化的慢性Steven Johnson综合征。
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-10-01 DOI: 10.1016/j.jtos.2023.09.002
Ananya Parampalli Ravindra , Rajesh Sinha , Aafreen Bari , T. Velpandian , Seema Sen , Tushar Agarwal , Namrata Sharma , Jeewan Singh Titiyal

Purpose

To study the outcomes of topical Retinol Palmitate ophthalmic solution in chronic Stevens-Johnson Syndrome with ocular surface keratinisation.

Methods

It was a comparative interventional study conducted at Rajendra Prasad Centre for Ophthalmic Sciences, Delhi, India from 2020 to 2022 evaluating outcomes of addition of topical Retinol Palmitate to conventional treatment objectively as well as subjectively from baseline up to 12 weeks.

Results

A statistically significant improvement was seen in patients who received topical Retinol palmitate at 12 weeks in terms of Schirmer-1 test(p=<0.01), tear prism height on ASOCT(p = 0.02), Rose Bengal staining score of cornea(p = 0.01) and conjunctiva (p < 0.01), reduction of ocular surface keratinisation on impression cytology(p = 0.01) and subjective evaluation using OSDI questionnaire(p = 0.04).Impression cytology revealed goblet cells in Retinol palmitate group at 1 week after initiation of therapy, which increased further at 1 month follow up but reduced at 3 months. No goblet cells were seen in control group at any follow-up. No significant difference was noted between the two groups in terms of visual acuity, tear film breakup time, inflammatory cells on impression cytology and inflammatory markers in tears.

Conclusion

Topical Retinol palmitate is a safe and effective drug in cases of chronic SJS with ocular surface keratinisation. It has the potential to reverse keratinisation of the ocular surface and promote development of goblet cells. However, the survival of goblet cells is not long lasting.

目的:研究局部用棕榈酸视黄醇滴眼液治疗慢性Stevens-Johnson综合征合并眼表角化的疗效。方法:这是一项2020年至2022年在印度德里Rajendra Prasad眼科科学中心进行的比较干预研究,从基线到12周,客观和主观地评估了在常规治疗中添加局部棕榈酸视黄醇的结果。结果:根据Schirmer-1试验,在12周时接受局部棕榈酸视黄醇治疗的患者出现了统计学上显著的改善(p=结论:局部棕榈酸视黄醇是治疗眼表角化的慢性SJS安全有效的药物。它具有逆转眼表角化和促进杯状细胞发育的潜力。然而,杯状细胞的存活时间并不长。
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引用次数: 0
Herpes simplex virus-1 conjunctival dendrite in an immunosuppressed patient 免疫抑制患者的单纯疱疹病毒-1结膜树突
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-10-01 DOI: 10.1016/j.jtos.2023.07.009
Jessica Y. Walia, Andrew J.W. Huang, Todd P. Margolis
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引用次数: 0
Gene expression signatures in conjunctival fornix aspirates of patients with dry eye disease associated with Meibomian gland dysfunction. A proof-of-concept study 伴有睑板腺功能障碍的干眼病患者结膜穹窿抽吸物的基因表达特征概念验证研究
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-10-01 DOI: 10.1016/j.jtos.2023.07.010
Carlos Vergés , Ana Giménez-Capitán , Verónica Ribas , José Salgado-Borges , Francesc March de Ribot , Clara Mayo-de-las-Casas , Noelia Armiger-Borras , Carlos Pedraz , Miguel Ángel Molina-Vila

Background

Meibomian gland dysfunction (MGD) is one of the most common conditions in ophthalmic practice and the most frequent cause of evaporative dry eye disease (DED). However, the immune mechanisms leading to this pathology are not fully understood and the diagnostic tests available are limited. Here, we used the nCounter technology to analyze immune gene expression in DED-MGD that can be used for developing diagnostic signatures for DED.

Methods

Conjunctival cell samples were obtained by aspiration from patients with DED-MGD (n = 27) and asymptomatic controls (n = 22). RNA was purified, converted to cDNA, preamplified and analyzed using the Gene Expression Human Immune V2 panel (NanoString), which includes 579 target and 15 housekeeping genes. A machine learning (ML) algorithm was applied to design a signature associated with DED-MGD.

Results

Forty-five immune genes were found upregulated in DED-MGD vs. controls, involved in eight signaling pathways, IFN I/II, MHC class I/II, immunometabolism, B cell receptor, T Cell receptor, and T helper-17 (Th-17) differentiation. Additionally, statistically significant correlations were found between 31 genes and clinical characteristics of the disease such as lid margin or tear osmolarity (Pearson's r < 0.05). ML analysis using a recursive feature elimination (RFE) algorithm selected a 4-gene mRNA signature that discriminated DED-MGD from control samples with an area under the ROC curve (AUC ROC) of 0.86 and an accuracy of 77.5%.

Conclusions

Multiplexed mRNA analysis of conjunctival cells can be used to analyze immune gene expression patterns in patients with DED-MGD and to generate diagnostic signatures.

背景睑板腺功能障碍(MGD)是眼科最常见的疾病之一,也是蒸发性干眼病(DED)最常见的病因。然而,导致这种病理的免疫机制尚不完全清楚,可用的诊断测试也有限。在此,我们使用nCounter技术分析了DED-MGD中的免疫基因表达,可用于开发DED的诊断特征。RNA被纯化、转化为cDNA、预扩增并使用基因表达人类免疫V2面板(NanoString)进行分析,该面板包括579个靶基因和15个管家基因。应用机器学习(ML)算法设计与DED-MGD相关的特征。结果与对照组相比,DED-MGD中有五个免疫基因上调,涉及八种信号通路,IFN I/II、MHC I/II类、免疫代谢、B细胞受体、T细胞受体和T辅助17(Th-17)分化。此外,在31个基因与疾病的临床特征(如眼睑边缘或泪液渗透压)之间发现了统计学上显著的相关性(Pearson的r<0.05)。使用递归特征消除(RFE)算法的ML分析选择了一个4基因mRNA特征,该特征将DED-MGD与对照样品区分开来,ROC曲线下面积(AUC ROC)为0.86,准确度为结论结膜细胞的多重信使核糖核酸分析可用于分析DED-MGD患者的免疫基因表达模式并产生诊断信号。
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引用次数: 0
期刊
Ocular Surface
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